{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Zen of Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Zen of Python, by Tim Peters\n",
      "\n",
      "Beautiful is better than ugly.\n",
      "Explicit is better than implicit.\n",
      "Simple is better than complex.\n",
      "Complex is better than complicated.\n",
      "Flat is better than nested.\n",
      "Sparse is better than dense.\n",
      "Readability counts.\n",
      "Special cases aren't special enough to break the rules.\n",
      "Although practicality beats purity.\n",
      "Errors should never pass silently.\n",
      "Unless explicitly silenced.\n",
      "In the face of ambiguity, refuse the temptation to guess.\n",
      "There should be one-- and preferably only one --obvious way to do it.\n",
      "Although that way may not be obvious at first unless you're Dutch.\n",
      "Now is better than never.\n",
      "Although never is often better than *right* now.\n",
      "If the implementation is hard to explain, it's a bad idea.\n",
      "If the implementation is easy to explain, it may be a good idea.\n",
      "Namespaces are one honking great idea -- let's do more of those!\n"
     ]
    }
   ],
   "source": [
    "import this"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setting up Quandl for your environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.23.3'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas\n",
    "pandas.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting your first chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retrieving dataset from Quandl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import quandl\n",
    "\n",
    "# Replace with your own Quandl API key\n",
    "QUANDL_API_KEY = 'BCzkk3NDWt7H9yjzx-DY'  \n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df = quandl.get('EURONEXT/ABN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Last</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Turnover</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-11-20</th>\n",
       "      <td>18.18</td>\n",
       "      <td>18.43</td>\n",
       "      <td>18.000</td>\n",
       "      <td>18.35</td>\n",
       "      <td>38392898.0</td>\n",
       "      <td>7.003281e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-23</th>\n",
       "      <td>18.45</td>\n",
       "      <td>18.70</td>\n",
       "      <td>18.215</td>\n",
       "      <td>18.61</td>\n",
       "      <td>3352514.0</td>\n",
       "      <td>6.186446e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-24</th>\n",
       "      <td>18.70</td>\n",
       "      <td>18.80</td>\n",
       "      <td>18.370</td>\n",
       "      <td>18.80</td>\n",
       "      <td>4871901.0</td>\n",
       "      <td>8.994087e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-25</th>\n",
       "      <td>18.85</td>\n",
       "      <td>19.50</td>\n",
       "      <td>18.770</td>\n",
       "      <td>19.45</td>\n",
       "      <td>4802607.0</td>\n",
       "      <td>9.153862e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-26</th>\n",
       "      <td>19.48</td>\n",
       "      <td>19.67</td>\n",
       "      <td>19.410</td>\n",
       "      <td>19.43</td>\n",
       "      <td>1648481.0</td>\n",
       "      <td>3.220713e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open   High     Low   Last      Volume      Turnover\n",
       "Date                                                             \n",
       "2015-11-20  18.18  18.43  18.000  18.35  38392898.0  7.003281e+08\n",
       "2015-11-23  18.45  18.70  18.215  18.61   3352514.0  6.186446e+07\n",
       "2015-11-24  18.70  18.80  18.370  18.80   4871901.0  8.994087e+07\n",
       "2015-11-25  18.85  19.50  18.770  19.45   4802607.0  9.153862e+07\n",
       "2015-11-26  19.48  19.67  19.410  19.43   1648481.0  3.220713e+07"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Last</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Turnover</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-08-07</th>\n",
       "      <td>23.59</td>\n",
       "      <td>23.60</td>\n",
       "      <td>23.31</td>\n",
       "      <td>23.33</td>\n",
       "      <td>1785613.0</td>\n",
       "      <td>4.177652e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-08</th>\n",
       "      <td>24.00</td>\n",
       "      <td>24.39</td>\n",
       "      <td>23.83</td>\n",
       "      <td>24.14</td>\n",
       "      <td>4165320.0</td>\n",
       "      <td>1.007085e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-09</th>\n",
       "      <td>24.40</td>\n",
       "      <td>24.46</td>\n",
       "      <td>24.16</td>\n",
       "      <td>24.37</td>\n",
       "      <td>2422470.0</td>\n",
       "      <td>5.895752e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-10</th>\n",
       "      <td>23.70</td>\n",
       "      <td>23.94</td>\n",
       "      <td>23.28</td>\n",
       "      <td>23.51</td>\n",
       "      <td>3951850.0</td>\n",
       "      <td>9.336493e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-13</th>\n",
       "      <td>23.31</td>\n",
       "      <td>23.41</td>\n",
       "      <td>23.08</td>\n",
       "      <td>23.26</td>\n",
       "      <td>2341326.0</td>\n",
       "      <td>5.445980e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open   High    Low   Last     Volume      Turnover\n",
       "Date                                                           \n",
       "2018-08-07  23.59  23.60  23.31  23.33  1785613.0  4.177652e+07\n",
       "2018-08-08  24.00  24.39  23.83  24.14  4165320.0  1.007085e+08\n",
       "2018-08-09  24.40  24.46  24.16  24.37  2422470.0  5.895752e+07\n",
       "2018-08-10  23.70  23.94  23.28  23.51  3951850.0  9.336493e+07\n",
       "2018-08-13  23.31  23.41  23.08  23.26  2341326.0  5.445980e+07"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "df.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting a price and volume chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "prices = df['Last']\n",
    "volumes = df['Volume']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2015-11-20    18.35\n",
       "2015-11-23    18.61\n",
       "2015-11-24    18.80\n",
       "2015-11-25    19.45\n",
       "2015-11-26    19.43\n",
       "Name: Last, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2018-08-07    1785613.0\n",
       "2018-08-08    4165320.0\n",
       "2018-08-09    2422470.0\n",
       "2018-08-10    3951850.0\n",
       "2018-08-13    2341326.0\n",
       "Name: Volume, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "volumes.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The top plot consisting of dailing closing prices\n",
    "top = plt.subplot2grid((4, 4), (0, 0), rowspan=3, colspan=4)\n",
    "top.plot(prices.index, prices, label='Last')\n",
    "plt.title('ABN Last Price from 2015 - 2018')\n",
    "plt.legend(loc=2)\n",
    "\n",
    "# The bottom plot consisting of daily trading volume\n",
    "bottom = plt.subplot2grid((4, 4), (3,0), rowspan=1, colspan=4)\n",
    "bottom.bar(volumes.index, volumes)\n",
    "plt.title('ABN Daily Trading Volume')\n",
    "\n",
    "plt.gcf().set_size_inches(12, 8)\n",
    "plt.subplots_adjust(hspace=0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting a candlestick chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "from mpl_finance import candlestick_ohlc\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df_subset = quandl.get('EURONEXT/ABN', \n",
    "                       start_date='2018-07-01', \n",
    "                       end_date='2018-07-31')\n",
    "\n",
    "df_subset['Date'] = df_subset.index.map(mdates.date2num)\n",
    "df_ohlc = df_subset[['Date','Open', 'High', 'Low', 'Last']]\n",
    "\n",
    "figure, ax = plt.subplots(figsize = (8,4))\n",
    "formatter = mdates.DateFormatter('%Y-%m-%d')\n",
    "ax.xaxis.set_major_formatter(formatter)\n",
    "candlestick_ohlc(ax, \n",
    "                 df_ohlc.values, \n",
    "                 width=0.8, \n",
    "                 colorup='green', \n",
    "                 colordown='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Performing Financial Analytics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df = quandl.get('EURONEXT/ABN.4')\n",
    "daily_changes = df.pct_change(periods=1)\n",
    "daily_changes.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting cummulative returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_cumsum = daily_changes.cumsum()\n",
    "df_cumsum.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "daily_changes.hist(bins=50, figsize=(8, 4));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Last</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>693.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.000483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.016695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.125527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.008100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.008753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.059123</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Last\n",
       "count  693.000000\n",
       "mean     0.000483\n",
       "std      0.016695\n",
       "min     -0.125527\n",
       "25%     -0.008100\n",
       "50%      0.000552\n",
       "75%      0.008753\n",
       "max      0.059123"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_changes.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_filled = df.asfreq('D', method='ffill')\n",
    "df_returns = df_filled.pct_change()\n",
    "df_std = df_returns.rolling(window=30, min_periods=30).std()\n",
    "df_std.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantile-Quantile Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "from scipy import stats\n",
    "from scipy.stats import probplot\n",
    "\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df = quandl.get('EURONEXT/ABN.4')\n",
    "daily_changes = df.pct_change(periods=1).dropna()\n",
    "\n",
    "figure = plt.figure(figsize=(8,4))\n",
    "ax = figure.add_subplot(111)\n",
    "stats.probplot(daily_changes['Last'], dist='norm', plot=ax)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading multiple time series data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df = quandl.get(['EURONEXT/ABN.4', \n",
    "                 'EURONEXT/SANTA.4', \n",
    "                 'EURONEXT/KA.4'], \n",
    "                collapse='monthly', \n",
    "                start_date='2016-01-01', \n",
    "                end_date='2017-12-31')\n",
    "df.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Displaying the Correlation Matrix\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EURONEXT/ABN - Last</th>\n",
       "      <th>EURONEXT/SANTA - Last</th>\n",
       "      <th>EURONEXT/KA - Last</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EURONEXT/ABN - Last</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.809824</td>\n",
       "      <td>0.096238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EURONEXT/SANTA - Last</th>\n",
       "      <td>0.809824</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.058095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EURONEXT/KA - Last</th>\n",
       "      <td>0.096238</td>\n",
       "      <td>0.058095</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       EURONEXT/ABN - Last  EURONEXT/SANTA - Last  \\\n",
       "EURONEXT/ABN - Last               1.000000               0.809824   \n",
       "EURONEXT/SANTA - Last             0.809824               1.000000   \n",
       "EURONEXT/KA - Last                0.096238               0.058095   \n",
       "\n",
       "                       EURONEXT/KA - Last  \n",
       "EURONEXT/ABN - Last              0.096238  \n",
       "EURONEXT/SANTA - Last            0.058095  \n",
       "EURONEXT/KA - Last               1.000000  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.pct_change().corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df = quandl.get(['EURONEXT/ABN.4', 'EURONEXT/SANTA.4'], \n",
    "                start_date='2016-01-01', \n",
    "                end_date='2017-12-31')\n",
    "\n",
    "df_filled = df.asfreq('D', method='ffill')\n",
    "daily_changes= df_filled.pct_change()\n",
    "abn_returns = daily_changes['EURONEXT/ABN - Last']\n",
    "santa_returns = daily_changes['EURONEXT/SANTA - Last']\n",
    "window = int(len(df_filled.index)/2)\n",
    "df_corrs = abn_returns\\\n",
    "    .rolling(window=window, min_periods=window)\\\n",
    "    .corr(other=santa_returns)\\\n",
    "    .dropna()\n",
    "df_corrs.plot(figsize=(12, 8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple moving averages\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "import pandas as pd\n",
    "\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df = quandl.get('EURONEXT/ABN.4')\n",
    "\n",
    "df_filled = df.asfreq('D', method='ffill')\n",
    "df_last = df['Last']\n",
    "\n",
    "series_short = df_last.rolling(window=5, min_periods=5).mean()\n",
    "series_long = df_last.rolling(window=30, min_periods=30).mean()\n",
    "\n",
    "df_sma = pd.DataFrame(columns=['short', 'long'])\n",
    "df_sma['short'] = series_short\n",
    "df_sma['long'] = series_long\n",
    "df_sma.plot(figsize=(12, 8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exponential Moving Average\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import quandl\n",
    "import pandas as pd\n",
    "\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "df = quandl.get('EURONEXT/ABN.4')\n",
    "\n",
    "df_filled = df.asfreq('D', method='ffill')\n",
    "df_last = df['Last']\n",
    "\n",
    "series_short = df_last.ewm(span=5).mean()\n",
    "series_long = df_last.ewm(span=30).mean()\n",
    "\n",
    "df_sma = pd.DataFrame(columns=['short', 'long'])\n",
    "df_sma['short'] = series_short\n",
    "df_sma['long'] = series_long\n",
    "df_sma.plot(figsize=(12, 8));"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
